{
 "metadata": {
  "language": "lua",
  "name": "",
  "signature": "sha256:639cbe855630b29ca41ce6e5988722152e1dd3c72de45b15f10baaa1a97e903e"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# \u5377\u79ef\u7f51\u7edc\u7684\u70ed\u56fe\u751f\u6210\n",
      "\n",
      "\u9996\u5148\u67e5\u770b\u5206\u7c7b\u8f93\u51fa\uff0c\u53ea\u67e5\u770b\u8fd9\u4e2a\u8f93\u51fa\u503c\u3002\u6ed1\u52a8\u4e00\u4e2a\u5c0f\u7684\u56fe\u50cf\uff0c\u4fee\u6539\u56fe\u50cf\u8f93\u5165\u4e3a0\uff0c\u89c2\u5bdf\u5206\u7c7b\u8f93\u51fa\u7684\u503c\uff0c\u7531\u8fd9\u4e2a\u503c\u6765\u7ed8\u5236\u6240\u8c13\u70ed\u56fe\u3002"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "require('nn')\n",
      "require('image')\n",
      "require('loadcaffe')\n",
      "require('cunn')\n",
      "\n",
      "torch.setdefaulttensortype('torch.FloatTensor')\n",
      "\n",
      "\n",
      "-- \u51c6\u5907\u8f93\u5165\u56fe\u50cf\n",
      "--imgFile = './dog.png'\n",
      "imgFile = './lion.png'\n",
      "ximg = image.loadPNG(imgFile, 3)\n",
      "itorch.image(ximg)\n",
      "ximg = ximg:float() * 256\n",
      "ximg[1] = ximg[1] - 103.939\n",
      "ximg[2] = ximg[2] - 116.779\n",
      "ximg[3] = ximg[3] - 123.68\n",
      "\n",
      "\n",
      "print(ximg:size())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {
        "png": {
         "height": 224,
         "width": 224
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "   3\n",
        " 224\n",
        " 224\n",
        "[torch.LongStorage of size 3]\n",
        "\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- \u8f7d\u5165\u5206\u7c7b\u6587\u672c\n",
      "classText = torch.load('synset.t7','ascii')\n",
      "-- \u52a0\u8f7d\u6a21\u578b\u6587\u4ef6\n",
      "cnn = loadcaffe.load('vgg19/VGG_ILSVRC_19_layers_deploy.prototxt', 'vgg19/VGG_ILSVRC_19_layers.caffemodel', 'nn')\n",
      "cnn:evaluate()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "Successfully loaded vgg19/VGG_ILSVRC_19_layers.caffemodel\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv1_1: 64 3 3 3\n",
        "conv1_2: 64 64 3 3\n",
        "conv2_1: 128 64 3 3\n",
        "conv2_2: 128 128 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv3_1: 256 128 3 3\n",
        "conv3_2: 256 256 3 3\n",
        "conv3_3: 256 256 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv3_4: 256 256 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv4_1: 512 256 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv4_2: 512 512 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv4_3: 512 512 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv4_4: 512 512 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv5_1: 512 512 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv5_2: 512 512 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv5_3: 512 512 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv5_4: 512 512 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "fc6: 1 1 25088 4096\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "fc7: 1 1 4096 4096\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "fc8: 1 1 4096 1000\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- \u76f4\u63a5\u5f97\u5230\u5206\u7c7b\u7ed3\u679c\n",
      "local score, obj = cnn:forward(ximg):max(1)\n",
      "targetObj = obj[1]\n",
      "print(score[1] .. \" : \" .. classText[obj[1]])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "0.2681924700737 : lion, king of beasts, Panthera leo\t\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "local K = 32  --\u75288x8\u7684\u53bbmask\u539f\u56fe\n",
      "local S = 3\n",
      "local W,H = 224,224\n",
      "heatMap = torch.zeros(math.floor((W-K+1)/S+1), math.floor((H-K+1)/S+1) )\n",
      "local xx,yy = 1,1\n",
      "\n",
      "cnn:cuda()\n",
      "ximg = ximg:cuda()\n",
      "\n",
      "for y = 1, H-K+1, S do\n",
      "    xx = 1\n",
      "    for x = 1, W-K+1, S do\n",
      "        local xximg = ximg:clone()\n",
      "        xximg[{{},{y,y+K-1},{x,x+K-1} }] = -128\n",
      "        local scores = cnn:forward(xximg)\n",
      "        \n",
      "        heatMap[yy][xx] = scores[targetObj]\n",
      "        \n",
      "        xx = xx + 1\n",
      "    end\n",
      "    yy = yy + 1\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "heatBMP = heatMap:clone()\n",
      "\n",
      "local maxv = heatBMP:max()\n",
      "local minv = heatBMP:min()\n",
      "heatBMP = heatBMP - minv\n",
      "heatBMP = heatBMP / (maxv - minv)\n",
      "heatBMP = heatBMP * (-1) + 1\n",
      "\n",
      "heatBMP = image.scale(heatBMP, 224, 224)\n",
      "local showImage = image.loadPNG(imgFile, 3)\n",
      "showImage = image.rgb2yuv(showImage)\n",
      "showImage[1] = (heatBMP * 4 + showImage[1]) / 5\n",
      "showImage = image.yuv2rgb(showImage)\n",
      "\n",
      "itorch.image(heatBMP)\n",
      "itorch.image(showImage)\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {
        "png": {
         "height": 224,
         "width": 224
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      },
      {
       "metadata": {
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         "height": 224,
         "width": 224
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       },
       "output_type": "display_data",
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",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}